{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import make_circles,make_blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "https://blog.csdn.net/YangWei_19/article/details/79944332\n",
    "\n",
    "https://blog.csdn.net/u012050154/article/details/50502154\n",
    "\n",
    "DBScan是具有噪声应用的基于密度的空间聚类算法，可以根据用户指定的参数radius(的邻域半径)和minPts(密度域值)，\n",
    "对数据集合进行自动聚类。其最大的特点就是算法本身可以自己决定聚类的数量而不像K-Means算法需要人工指定聚类的数目，\n",
    "可以发现任意形状的类簇，同时可以过滤噪声点和低密度区域。\n",
    "\n",
    "优点：\n",
    "    (1)算法本身可以自己决定聚类数量\n",
    "    (2)可以发现任意形状的类簇\n",
    "    (3)可以过滤低密度的区域，同时可以过滤噪声点\n",
    "缺点：\n",
    "    (1)与用户输入的邻域半径及密度域值密切相关，可能由于用户对数据特点不了解而输入不合适的参数得出不准确的结论\n",
    "    (2)算法过滤噪声点同时也是其缺点，造成了其不适用于某些领域（比如网络安全领域中恶意攻击的判断）\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成环形数据\n",
    "x1_y1, cluster1 = make_circles(n_samples=5000, factor=.6,\n",
    "                                      noise=.05)\n",
    "# x2_y2为样本特征，cluster2为样本簇类别,共1000个样本，\n",
    "# 每个样本2个特征，共2个簇，簇中心在[3,1.5],[3,3]， 簇方差分别为[0.3, 0.2]\n",
    "x2_y2, cluster2 = make_blobs(n_samples=1000, n_features=2, centers=[[1.5,1.5],[1,3]], cluster_std=[0.3,0.2],\n",
    "               random_state=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将数据转换为DataFrame\n",
    "circle_data = pd.DataFrame(x1_y1,columns=['x','y'])\n",
    "blob_data = pd.DataFrame(x2_y2,columns=['x','y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.587813</td>\n",
       "      <td>0.188500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.377660</td>\n",
       "      <td>0.515079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.218082</td>\n",
       "      <td>-0.932752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.111945</td>\n",
       "      <td>-0.008196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.891176</td>\n",
       "      <td>-0.527563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-1.074349</td>\n",
       "      <td>0.170339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.127315</td>\n",
       "      <td>0.647725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.988488</td>\n",
       "      <td>0.182367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.522367</td>\n",
       "      <td>-0.033957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.364654</td>\n",
       "      <td>-0.977433</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y\n",
       "0  0.587813  0.188500\n",
       "1  0.377660  0.515079\n",
       "2  0.218082 -0.932752\n",
       "3 -1.111945 -0.008196\n",
       "4 -0.891176 -0.527563\n",
       "5 -1.074349  0.170339\n",
       "6  0.127315  0.647725\n",
       "7 -0.988488  0.182367\n",
       "8  0.522367 -0.033957\n",
       "9  0.364654 -0.977433"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看circle数据\n",
    "circle_data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.619229</td>\n",
       "      <td>1.997911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.497325</td>\n",
       "      <td>1.961742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.828955</td>\n",
       "      <td>3.005104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.555682</td>\n",
       "      <td>1.289261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.683817</td>\n",
       "      <td>1.444284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.289052</td>\n",
       "      <td>3.124140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.893037</td>\n",
       "      <td>1.656895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.284495</td>\n",
       "      <td>3.403602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.998119</td>\n",
       "      <td>1.244834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.051186</td>\n",
       "      <td>2.953839</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y\n",
       "0  1.619229  1.997911\n",
       "1  1.497325  1.961742\n",
       "2  0.828955  3.005104\n",
       "3  1.555682  1.289261\n",
       "4  1.683817  1.444284\n",
       "5  1.289052  3.124140\n",
       "6  0.893037  1.656895\n",
       "7  1.284495  3.403602\n",
       "8  0.998119  1.244834\n",
       "9  1.051186  2.953839"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看blob数据\n",
    "blob_data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将circle以及blob数据以散点图的形式展示\n",
    "plt.figure(figsize=(12,12))\n",
    "sns.scatterplot(x='x',y='y',data=circle_data)# 生成分类后的散点图\n",
    "sns.scatterplot(x='x',y='y',data=blob_data)# 生成分类后的散点图\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 先使用KMeans对数据进行分类\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# 将两类数据合并\n",
    "concat_x_y = pd.concat([circle_data,blob_data])\n",
    "\n",
    "km = KMeans(4) # 获得4个质心 即最后将数据分为4类\n",
    "km.fit(concat_x_y) # 训练模型\n",
    "concat_x_y['class_km'] = km.predict(concat_x_y) # 进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>class_km</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.587813</td>\n",
       "      <td>0.188500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.377660</td>\n",
       "      <td>0.515079</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.218082</td>\n",
       "      <td>-0.932752</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.111945</td>\n",
       "      <td>-0.008196</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.891176</td>\n",
       "      <td>-0.527563</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-1.074349</td>\n",
       "      <td>0.170339</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.127315</td>\n",
       "      <td>0.647725</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.988488</td>\n",
       "      <td>0.182367</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.522367</td>\n",
       "      <td>-0.033957</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.364654</td>\n",
       "      <td>-0.977433</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y  class_km\n",
       "0  0.587813  0.188500         1\n",
       "1  0.377660  0.515079         1\n",
       "2  0.218082 -0.932752         0\n",
       "3 -1.111945 -0.008196         3\n",
       "4 -0.891176 -0.527563         3\n",
       "5 -1.074349  0.170339         3\n",
       "6  0.127315  0.647725         1\n",
       "7 -0.988488  0.182367         3\n",
       "8  0.522367 -0.033957         1\n",
       "9  0.364654 -0.977433         0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看结果\n",
    "concat_x_y.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 701.375x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将KMeans的结果以散点图进行展示\n",
    "plt.figure(figsize=(12,12))\n",
    "g = sns.FacetGrid(concat_x_y,hue='class_km',height=9)\n",
    "g.map(sns.scatterplot,'x','y').add_legend()  # 生成分类后的散点图\n",
    "plt.show()\n",
    "# 从输出的聚类效果图可以明显看出，K-Means对于非凸数据集的聚类表现不好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用DBSCAN进行聚类\n",
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "db_model = DBSCAN() # 创建DBSCAN模型，不设置任何参数\n",
    "concat_x_y['class_db'] = db_model.fit_predict(concat_x_y[['x','y']]) # 训练模型并进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>class_km</th>\n",
       "      <th>class_db</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.587813</td>\n",
       "      <td>0.188500</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.377660</td>\n",
       "      <td>0.515079</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.218082</td>\n",
       "      <td>-0.932752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.111945</td>\n",
       "      <td>-0.008196</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.891176</td>\n",
       "      <td>-0.527563</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-1.074349</td>\n",
       "      <td>0.170339</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.127315</td>\n",
       "      <td>0.647725</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.988488</td>\n",
       "      <td>0.182367</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.522367</td>\n",
       "      <td>-0.033957</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.364654</td>\n",
       "      <td>-0.977433</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y  class_km  class_db\n",
       "0  0.587813  0.188500         1         0\n",
       "1  0.377660  0.515079         1         0\n",
       "2  0.218082 -0.932752         0         0\n",
       "3 -1.111945 -0.008196         3         0\n",
       "4 -0.891176 -0.527563         3         0\n",
       "5 -1.074349  0.170339         3         0\n",
       "6  0.127315  0.647725         1         0\n",
       "7 -0.988488  0.182367         3         0\n",
       "8  0.522367 -0.033957         1         0\n",
       "9  0.364654 -0.977433         0         0"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看DBSCAN预测的结果\n",
    "concat_x_y.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 698.625x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将使用默认参数的DBSCAN模型预测的结果以散点图的形式进行展示\n",
    "plt.figure(figsize=(12,12))\n",
    "g = sns.FacetGrid(concat_x_y,hue='class_db',height=9)\n",
    "g.map(sns.scatterplot,'x','y').add_legend()  # 生成分类后的散点图\n",
    "plt.show()\n",
    "# 从结果图中观察到，DBSCAN将所有的数据都归为了一类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 调整DBSCAN模型参数重新进行训练\n",
    "\n",
    "'''\n",
    "eps： \n",
    "    DBSCAN算法参数，即我们的-邻域的距离阈值，和样本距离超过的样本点不在-邻域内。\n",
    "    默认值是0.5.一般需要通过在多组值里面选择一个合适的阈值。\n",
    "    eps过大，则更多的点会落在核心对象的-邻域，此时我们的类别数可能会减少，本来不应该是一类的样本也会被划为一类。\n",
    "    反之则类别数可能会增大，本来是一类的样本却被划分开。\n",
    "\n",
    "min_samples： \n",
    "    DBSCAN算法参数，即样本点要成为核心对象所需要的-邻域的样本数阈值。\n",
    "    默认值是5. 一般需要通过在多组值里面选择一个合适的阈值,通常和eps一起调参,\n",
    "    在eps一定的情况下，min_samples过大，则核心对象会过少，\n",
    "    此时簇内部分本来是一类的样本可能会被标为噪音点，类别数也会变多。\n",
    "    反之min_samples过小的话，则会产生大量的核心对象，可能会导致类别数过少。\n",
    "'''\n",
    "# 创建DBSCAN模型，设置eps、min_samples参数\n",
    "new_db_model = DBSCAN(eps = 0.23, min_samples = 24) \n",
    "# 使用新的模型进行并预测\n",
    "concat_x_y['class_db_tune'] = new_db_model.fit_predict(concat_x_y[['x','y']]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>class_km</th>\n",
       "      <th>class_db</th>\n",
       "      <th>class_db_tune</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.587813</td>\n",
       "      <td>0.188500</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.377660</td>\n",
       "      <td>0.515079</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.218082</td>\n",
       "      <td>-0.932752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.111945</td>\n",
       "      <td>-0.008196</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.891176</td>\n",
       "      <td>-0.527563</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-1.074349</td>\n",
       "      <td>0.170339</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.127315</td>\n",
       "      <td>0.647725</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.988488</td>\n",
       "      <td>0.182367</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.522367</td>\n",
       "      <td>-0.033957</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.364654</td>\n",
       "      <td>-0.977433</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x         y  class_km  class_db  class_db_tune\n",
       "0  0.587813  0.188500         1         0              0\n",
       "1  0.377660  0.515079         1         0              0\n",
       "2  0.218082 -0.932752         0         0              0\n",
       "3 -1.111945 -0.008196         3         0              0\n",
       "4 -0.891176 -0.527563         3         0              0\n",
       "5 -1.074349  0.170339         3         0              0\n",
       "6  0.127315  0.647725         1         0              0\n",
       "7 -0.988488  0.182367         3         0              0\n",
       "8  0.522367 -0.033957         1         0              0\n",
       "9  0.364654 -0.977433         0         0              0"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看经过参数调整过后的DBSCAN模型预测的结果\n",
    "concat_x_y.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 726.375x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将经过参数调整过后的DBSCAN模型预测的结果以散点图的形式进行展示\n",
    "plt.figure(figsize=(12,12))\n",
    "g = sns.FacetGrid(concat_x_y,hue='class_db_tune',height=9)\n",
    "g.map(sns.scatterplot,'x','y').add_legend()  # 生成分类后的散点图\n",
    "plt.show()\n",
    "# 通过不断的调整eps、min_samples参数，最后的聚类结果大致符合预期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
